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Naslund JA, Aschbrenner KA, Araya R, Marsch LA, Unützer J, Patel V, et al. Digital technology for treating and preventing mental disorders in low-income and middle-income countries: a narrative review of the literature. Lancet Psychiatry. 2017;4:486–500.
Andrews G, Cuijpers P, Craske MG, McEvoy P, Titov N. Computer therapy for the anxiety and depressive disorders is effective, acceptable and practical health care: a meta-analysis. PloS ONE. 2010;5:e13196.
Yang N, Hing E. Table of Electronic Health Record adoption and use among office-based physicians in the U.S., by Specialty: 2015 National Electronic Health Records Survey. 2017. https://www.cdc.gov/nchs/data/ahcd/nehrs/2015_nehrs_ehr_by_specialty.pdf.
McCoy TH, Castro VM, Roberson AM, Snapper LA, Perlis RH. Improving prediction of suicide and accidental death after discharge from general hospitals with natural language processing. JAMA Psychiatry. 2016;73:1064–71.
Simon GE, Johnson E, Lawrence JM, Rossom RC, Ahmedani B, Lynch FL, et al. Predicting suicide attempts and suicide deaths following outpatient visits using electronic health records. Am J Psychiatry. 2018.
Busch AB, Bates DW, Rauch SL. Improving adoption of EHRs in psychiatric care. New Engl J Med. 2018;378:1665.
Onnela JP, Rauch SL. Harnessing smartphone-based digital phenotyping to enhance behavioral and mental health. Neuropsychopharmacology. 2016;41:1691.
Harati S, Crowell A, Mayberg H, Kong J, Nemati S. Discriminating clinical phases of recovery from major depressive disorder using the dynamics of facial expression. Conf Proc IEEE Eng Med Biol Soc. 2016:2254–57.
Rizzo A, Lucas G, Gratch J, Stratou G, Morency LP, Chavez K, et al. Automatic behavior analysis during a clinical interview with a virtual human. Stud Health Technol Inf. 2016;220:316.
Baker JT, Pennant L, Baltrušaitis T, Vijay S, Liebson ES, Ongur D, et al. Toward expert systems in mental health assessment: a computational approach to the face and voice in dyadic patient-doctor interactions. Iproceedings. 2016;2:e44.
Campbell K, Carpenter KL, Hashemi J, Espinosa S, Marsan S, Borg JS, et al. Computer vision analysis captures atypical attention in toddlers with autism. Autism. 2018.
Bedi G, Carrillo F, Cecchi GA, Slezak DF, Sigman M, Mota NB, et al. Automated analysis of free speech predicts psychosis onset in high-risk youths. npj Schizophr. 2015;1:15030.
Corcoran CM, Carrillo F, Fernández-Slezak D, Bedi G, Klim C, Javitt DC, et al. Prediction of psychosis across protocols and risk cohorts using automated language analysis. World Psychiatry. 2018;17:67.
Venek V, Scherer S, Morenc LP, Pestian J. Adolescent suicidal risk assessment in clinician-patient interaction. IEEE Trans Affect Comput. 2017;8:204.
Barnett I, Torous J, Staples P, Sandoval L, Keshavan M, Onnela JP. Relapse prediction in schizophrenia through digital phenotyping: a pilot study. Neuropsychopharmacology. 2018;43:1660.
Hyman S. Mental health: depression needs large human-genetics studies. Nature. 2014;515:189–91.
Markowitz JE, Gillis W, Beron C, Neufeld SQ, Roberston K, Bhaghat N, et al. The striatum organizes 3D behavior via moment-to-moment action selection. Cell 2018;174:44.
Lezak KR, Missig G, Carlezon WA Jr. Behavioral methods to study anxiety in rodents. Dialog- Clin Neurosci. 2017;19:79.
Wells AM, Ridener E, Bourbonais CA, Kim W, Pantazopoulos H, Carroll FI, et al. Chronic socil stress-induced disruptions in sleep and circadian rhythms are mitigated by kappa-opioid receptor antagonism. J Neurosci. 2017;37:7656.
Miller AH, Haroon E, Felger JC. The immunology of behavior-exploring the role of the immune system in brain health and illness. Neuropsychopharmacology. 2017;42:1.
Missig G, Mokler EL, Robbins JO, Alexander AJ, McDougle CJ, Carlezon WA Jr. Perinatal immune activation produces persistent sleep alterations and epileptiform activity in male mice. Neurospychopharmacology. 2018;43:482–91.
Missig G, Robbins JO, Mokler EL, McDougle CJ, Carlezon WA Jr. Maternal immune activation with a TLR7 agonist results in sex-specific behavioral alterations in mice: relevance to neuropsychiatric disorders. Neuropsychopharmacology. 2017;43:T108.
We gratefully acknowledge the contributions of Nicholas Mirin, Sarah Vogel, Delores Nwokeafor-Laz and Niels Wright for assistance with figure preparation.
JTB serves as a consultant for Pear Therapeutics and Niraxx Therapeutics, LTG serves as a consultant for 23andme, and KJR is on the Scientific Advisory Board for Resilience Therapeutics and serves as a consultant for Biogen. The other authors declare no competing interests.
Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
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